Direct Execution on Encoded Data

Inference and fine-tuning without a decode step

Significantly Less Preprocessing

Materially fewer prep stages vs baseline

Transparent Wrapper for Existing Models

Adopt without retraining; preserve outcomes

Material Efficiency Gains

Up to ~3x lower compute and power*

Edge-Capable, Offline & Air-Gapped

Friendly Run where networks are constrained or absent

Cloud-Optional & Silicon-Flexible

Portable across CPUs/GPUs/NPUs/embedded